{"id":303,"date":"2022-12-20T14:46:07","date_gmt":"2022-12-20T13:46:07","guid":{"rendered":"https:\/\/www.benedikt-falkenstein.com\/x\/?page_id=303"},"modified":"2023-02-07T19:12:31","modified_gmt":"2023-02-07T18:12:31","slug":"artificial-inspiration","status":"publish","type":"page","link":"https:\/\/www.benedikt-falkenstein.com\/x\/project\/artificial-inspiration\/","title":{"rendered":"Artificial Inspiration"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"303\" class=\"elementor elementor-303\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ebcbf27 elementor-section-full_width elementor-section-height-full elementor-section-items-stretch elementor-hidden-mobile elementor-section-height-default\" data-id=\"ebcbf27\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0676916\" data-id=\"0676916\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e457a3f elementor-widget elementor-widget-html\" data-id=\"e457a3f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<video id=\"coverVideo\" poster=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_background-video-small_thumbnail.jpg\" autoplay=\"\" muted=\"\" loop=\"\" playsinline=\"\">\n            <source src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_background-video-small.mp4\" type=\"video\/mp4\">\n            Your browser does not support html videos.\n        <\/video>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37edb40 elementor-widget elementor-widget-heading\" data-id=\"37edb40\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">artificial inspiration<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06a4440 elementor-widget elementor-widget-heading\" data-id=\"06a4440\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">a project dedicated to enhancing human creativity through artificial intelligence<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b382b2 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"8b382b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><a href=\"http:\/\/www.benedikt-falkenstein.com\">a project by Benedikt Falkenstein<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d59916 elementor-hidden-desktop elementor-hidden-tablet elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d59916\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a36d9a\" data-id=\"0a36d9a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-129fc25 elementor-widget elementor-widget-image\" data-id=\"129fc25\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.benedikt-falkenstein.com\">\n\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1319\" height=\"363\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/benedikt_falkenstein_logo.png\" class=\"attachment-full size-full wp-image-22\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/benedikt_falkenstein_logo.png 1319w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/benedikt_falkenstein_logo-300x83.png 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/benedikt_falkenstein_logo-1024x282.png 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/benedikt_falkenstein_logo-768x211.png 768w\" sizes=\"(max-width: 1319px) 100vw, 1319px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0b00222 elementor-section-height-min-height elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"0b00222\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6ce3955\" data-id=\"6ce3955\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-accbf67 elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"accbf67\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Artificial Inspiration<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f64a46 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-heading\" data-id=\"6f64a46\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Artificial Inspiration<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68965d4 elementor-widget elementor-widget-video\" data-id=\"68965d4\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;vimeo&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<iframe class=\"elementor-video-iframe\" allowfullscreen title=\"vimeo Video Player\" src=\"https:\/\/player.vimeo.com\/video\/508514624?color&amp;autopause=0&amp;loop=0&amp;muted=0&amp;title=0&amp;portrait=0&amp;byline=0#t=\"><\/iframe>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77927f2 elementor-widget elementor-widget-text-editor\" data-id=\"77927f2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>How will it be possible to stimulate and increase human creativity related to visual design by using resources from the field of artificial intelligence to overcome the predictable and achieve innovative, creative results? \u201eArtificial Inspiration\u201c attempts to find a solution to this.<\/p>\n\n<a href=\"mailto:&#107;&#111;&#110;&#116;&#097;&#107;&#116;&#064;&#098;&#101;&#110;&#101;&#100;&#105;&#107;&#116;&#045;&#102;&#097;&#108;&#107;&#101;&#110;&#115;&#116;&#101;&#105;&#110;&#046;&#100;&#101;\">Let me know your opinion or idea on this.<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fdd89da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fdd89da\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d333425\" data-id=\"d333425\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3ca0854 elementor-widget elementor-widget-heading\" data-id=\"3ca0854\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-cd3d5f2 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cd3d5f2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-14d3102\" data-id=\"14d3102\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0466b1d elementor-widget elementor-widget-image\" data-id=\"0466b1d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1700\" height=\"956\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01.jpg\" class=\"attachment-full size-full wp-image-137\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01.jpg 1700w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_01-1536x864.jpg 1536w\" sizes=\"(max-width: 1700px) 100vw, 1700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41c7d69 elementor-widget elementor-widget-image\" data-id=\"41c7d69\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1700\" height=\"956\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02.jpg\" class=\"attachment-full size-full wp-image-138\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02.jpg 1700w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_02-1536x864.jpg 1536w\" sizes=\"(max-width: 1700px) 100vw, 1700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-7159e6e\" data-id=\"7159e6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3092134 elementor-widget elementor-widget-text-editor\" data-id=\"3092134\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\nWill it be possible to break collective thought patterns through targeted, non-human stimuli and create a new level of creativity in the interaction between humans and artificial intelligence? How can we make use of the significant advances in the field of AI in recent years to build the creative process of the future in an enriching way?\n<\/p>\n<p>\nThe possibility of mathematically representing complex systems such as language or painting styles enables a completely new approach to a variety of topics. Connections in large amounts of data can be detected and rules can be extracted from them. Based on these rules, data can be combined with each other, resulting in outcomes that exceed what is humanly possible.\n<\/p>\n<p>\nOn this basis, the creative process was analyzed and compared with the possibilities of AI. The goal is to generate impulses from the linking of various data and to show new perspectives on existing problems, which inspire people to find new solutions: Artificial&nbsp;Inspiration.\n<\/p>\n<p>\nFor this purpose, a theoretical process for increasing creativity with the help of AI was developed, which essentially consists of two steps:\n<\/p>\n<p style=\"font-weight: 600;\">\n1. Generate as many different variations of one portrait as possible.<br>\n<br>\n2. Assisting in identifying the drafts that are found to be personally inspiring by an individual.\n<\/p>\n<p>\nThis theoretical process was then exemplified in the project using a specific practical design task: Finding new and creative ways to represent a portrait.\n<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-41ed010 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"41ed010\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4b8c755\" data-id=\"4b8c755\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-559aaff elementor-section-height-min-height elementor-section-boxed elementor-section-height-default\" data-id=\"559aaff\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4.79999999999999982236431605997495353221893310546875,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-85b7b5c\" data-id=\"85b7b5c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-de8a4cb elementor-widget elementor-widget-heading\" data-id=\"de8a4cb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. Generation of variations<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-78f2759 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"78f2759\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ec75b04\" data-id=\"ec75b04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f8edf2e elementor-widget elementor-widget-text-editor\" data-id=\"f8edf2e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the first step, new types of portrait variations are to be generated. For this purpose, an initial portrait was first generated with StyleGAN (Karras et al., 2018) using the trained \u201eCelebA-HQ\u201c model (Karras et al., 2019; Seed: 2391):<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2e562d8\" data-id=\"2e562d8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b07fe2a elementor-widget elementor-widget-image\" data-id=\"b07fe2a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_init.jpg\" class=\"attachment-full size-full wp-image-171\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_init.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_init-300x300.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_init-150x150.jpg 150w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_init-768x768.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-04de808 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"04de808\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-21e5c1e\" data-id=\"21e5c1e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a9c6747 elementor-section-content-middle elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a9c6747\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-205fd8c\" data-id=\"205fd8c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cae2eb1 elementor-widget elementor-widget-image\" data-id=\"cae2eb1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"700\" height=\"924\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_generated_images_web.png\" class=\"attachment-full size-full wp-image-176\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_generated_images_web.png 700w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/ai_generated_images_web-227x300.png 227w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-58c88a6\" data-id=\"58c88a6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2105d0e elementor-widget elementor-widget-text-editor\" data-id=\"2105d0e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the next step, different algorithms and models were combined in a specific way to manipulate the generated portrait and create new forms of representation. At this point, of course, the combination of models can be extended and rearranged as desired. So there is the possibility of more and more variations.<\/p><p>In this way, over 10000 portrait variants were generated in this example.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e46521 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e46521\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a394b9f\" data-id=\"a394b9f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b3fa725 elementor-widget elementor-widget-text-editor\" data-id=\"b3fa725\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In addition, an artificial intelligence model (StyleGAN2-ADA) was trained with the resulting image data set, creating a model that attempts to combine and replicate all of the resulting styles.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9c5cdbe\" data-id=\"9c5cdbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e0ee72a elementor-widget elementor-widget-image\" data-id=\"e0ee72a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"300\" height=\"300\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/creativePortraitGAN.gif\" class=\"attachment-medium size-medium wp-image-180\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3fc7f54 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3fc7f54\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c4d35fd\" data-id=\"c4d35fd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5dddbd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5dddbd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-bottom:0;flex-grow:1;border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9a8521f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"9a8521f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-17f6070\" data-id=\"17f6070\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7b91a00 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default\" data-id=\"7b91a00\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-f25538d\" data-id=\"f25538d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dbac2da elementor-widget elementor-widget-heading\" data-id=\"dbac2da\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. Identify inspiring results<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5e6e32d elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5e6e32d\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5bcec08\" data-id=\"5bcec08\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-745019b elementor-widget elementor-widget-text-editor\" data-id=\"745019b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the second instance of the designed process, the images, which have a personal inspiring effect on an individual user, must be found from the multitude of results. To make this possible, all generated images are classified according to various criteria:<\/p><ul><li>General visual similarity (using Img2Vec \u2013 img2vec-keras by Jared Winick)<\/li><li>Style of the image (using Img2Vec \u2013 img2vec-keras by Jared Winick)<\/li><li>Color scheme (using KMeans)<\/li><li>Degree of abstractness (using Face Recognition)<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-680886b\" data-id=\"680886b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bbd1bcb elementor-widget elementor-widget-image\" data-id=\"bbd1bcb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"2201\" height=\"1238\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01.jpg\" class=\"attachment-full size-full wp-image-443\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01.jpg 2201w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01-1536x864.jpg 1536w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbom_01-2048x1152.jpg 2048w\" sizes=\"(max-width: 2201px) 100vw, 2201px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4c4e512 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4c4e512\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-314a651\" data-id=\"314a651\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bffa5c8 elementor-section-content-middle elementor-reverse-tablet elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bffa5c8\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-380b544\" data-id=\"380b544\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-57a4ed6 elementor-widget elementor-widget-image\" data-id=\"57a4ed6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03.jpg\" class=\"attachment-full size-full wp-image-448\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03.jpg 2560w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03-1536x864.jpg 1536w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/screenshot_filterbomb_03-2048x1152.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-1f876ea\" data-id=\"1f876ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-914d141 elementor-widget elementor-widget-text-editor\" data-id=\"914d141\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Based on this analysis, a three-dimensional vector is now assigned to each image. Subsequently, a virtual reality application was developed that allows navigation through the three-dimensional space of images. In this application, the images can also be filtered according to the criteria already mentioned and clustered with the help of \u201efilter bombs\u201c. This makes it possible to explore different perspectives on the subject of portraits, store inspiring approaches, compare them and develop new ideas from them.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9c0bc24 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9c0bc24\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cab07a3\" data-id=\"cab07a3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-23d2000 elementor-widget elementor-widget-image\" data-id=\"23d2000\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1800\" height=\"1013\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03.jpg\" class=\"attachment-full size-full wp-image-455\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03.jpg 1800w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_03-1536x864.jpg 1536w\" sizes=\"(max-width: 1800px) 100vw, 1800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68d28d5 elementor-widget elementor-widget-image\" data-id=\"68d28d5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1800\" height=\"1013\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04.jpg\" class=\"attachment-full size-full wp-image-456\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04.jpg 1800w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_04-1536x864.jpg 1536w\" sizes=\"(max-width: 1800px) 100vw, 1800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e9f5e0 elementor-widget elementor-widget-image\" data-id=\"9e9f5e0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"1800\" height=\"1013\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05.jpg\" class=\"attachment-full size-full wp-image-457\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05.jpg 1800w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05-300x169.jpg 300w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05-1024x576.jpg 1024w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05-768x432.jpg 768w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/artificial-inspiration_vr-data-explorer_05-1536x864.jpg 1536w\" sizes=\"(max-width: 1800px) 100vw, 1800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bb72e6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb72e6a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9f8bc26\" data-id=\"9f8bc26\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11c6a51 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"11c6a51\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/github.com\/bennyqp\/artificial-inspiration\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" width=\"240\" height=\"240\" src=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/github-mark.png\" class=\"attachment-full size-full wp-image-126\" alt=\"\" srcset=\"https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/github-mark.png 240w, https:\/\/www.benedikt-falkenstein.com\/x\/wp-content\/uploads\/2022\/12\/github-mark-150x150.png 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b299d86 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b299d86\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/github.com\/bennyqp\/artificial-inspiration\" target=\"_blank\" rel=\"noopener\">Find the complete source code, resulting data, application, model and some more info on Github.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0d6f0ce elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0d6f0ce\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-97111bc\" data-id=\"97111bc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bb7ed41 h2-m elementor-widget elementor-widget-heading\" data-id=\"bb7ed41\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">References<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4c77b1 p-m elementor-widget elementor-widget-text-editor\" data-id=\"e4c77b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Karras, T., Aila, T., Laine, S., Lehtinen, J. (2018): Progressive Growing of GANs for Improved Quality, Stability, and Variation.<br \/>https:\/\/arxiv.org\/pdf\/1710.10196.pdf<br \/>(Retrieved: 02.01.2021)<\/p><p>Karras, T., Laine, S., Aila, T. (2019): A Style-Based Generator Architecture for Generative Adversarial Networks.<br \/>https:\/\/arxiv.org\/pdf\/1812.04948.pdf<br \/>(Retrieved: 31.12.2020)<\/p><p>Winick, J., (2019): img2vec-keras.<br \/>https:\/\/github.com\/jaredwinick\/img2vec-keras<br \/>(Zugriff: 04.11.2020)<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4fa90e2 elementor-widget elementor-widget-heading\" data-id=\"4fa90e2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Datasets used in this project<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f752b9 p-m elementor-widget elementor-widget-text-editor\" data-id=\"7f752b9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Bryan, B. (2020): Abstract Art Gallery. Version 10.<br \/>https:\/\/www.kaggle.com\/bryanb\/abstract-art-gallery\/version\/10<br \/>(Retrieved: 10.11.2020)<\/p><p>Kaggle (2016): Painter By Numbers.<br \/>https:\/\/www.kaggle.com\/c\/painter-by-numbers\/data<br \/>(Retrieved: 11.12.2020)<\/p><p>Karras T., Aittala, M., Hellsten, J., Laine, S., Lehtinen, J., Aila, T. (2020): Met- Faces. Version 1.<br \/>https:\/\/github.com\/NVlabs\/metfaces-dataset<br \/>(Retrieved: 03.01.2021)<\/p><p>Sage, A., Agustsson, E.,Timofte, R., Van Gool, L. (2017): LLD \u2013 Large Logo Dataset. Version 0.1.<br \/>https:\/\/data.vision.ee.ethz.ch\/cvl\/lld<br \/>(Retrieved: 24.10.2020)<\/p><p>Surma, G. (2019): Abstract Art Images. Version 1.<br \/>https:\/\/www.kaggle.com\/greg115\/abstract-art\/version\/1<br \/>(Retrieved: 10.11.2020)<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce94e6b elementor-widget elementor-widget-heading\" data-id=\"ce94e6b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Code and Notebooks used in this project <\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c22bb8 p-m elementor-widget elementor-widget-text-editor\" data-id=\"1c22bb8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Pinkney, J. (2020): Network blending in StyleGAN.<br \/>https:\/\/colab.research.google.com\/drive\/1tputbmA9EaXs9HL9iO21g7xN7jz_Xrko?usp=sharing<br \/>(Retrieved: 26.10.2020)<\/p><p>Schultz, D.: DeepDreaming with TensorFlow.<br \/>https:\/\/github.com\/dvschultz\/ml-art-colabs\/blob\/master\/deepdream.ipynb<br \/>(Retrieved: 22.11.2020)<\/p><p>Schultz, D. (2019): SinGAN.<br \/>https:\/\/github.com\/dvschultz\/ai\/blob\/master\/SinGAN.ipynb<br \/>(Retrieved: 02.11.2020)<\/p><p>Schultz, D. (2020): Neural Style TF.<br \/>https:\/\/github.com\/dvschultz\/ai\/blob\/master\/neural_style_tf.ipynb<br \/>(Retrieved: 26.10.2020)<\/p><p>Schultz, D. (2020): StyleGAN2.<br \/>https:\/\/github.com\/dvschultz\/ai\/blob\/master\/StyleGAN2.ipynb<br \/>(Retrieved: 21.10.2020)<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Your browser does not support html videos. artificial inspiration a project dedicated to enhancing human creativity through artificial intelligence a project by Benedikt Falkenstein Artificial Inspiration Artificial Inspiration https:\/\/vimeo.com\/508514624 How will it be possible to stimulate and increase human creativity related to visual design by using resources from the field of artificial intelligence to overcome [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":7,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/pages\/303"}],"collection":[{"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/comments?post=303"}],"version-history":[{"count":403,"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/pages\/303\/revisions"}],"predecessor-version":[{"id":764,"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/pages\/303\/revisions\/764"}],"up":[{"embeddable":true,"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/pages\/7"}],"wp:attachment":[{"href":"https:\/\/www.benedikt-falkenstein.com\/x\/wp-json\/wp\/v2\/media?parent=303"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}